A privacy preserving diagnostic collaboration framework for facial paralysis using federated learning. - Divya G. Nair; Jyothisha J. Nair; K. Jaideep Reddy; C. V. Aswartha Narayana (Eng. Appl. Artif. Intell., 2022)

Straggler-resilient Federated Learning: Tackling Computation Heterogeneity with Layer-wise Partial Model Training in Mobile Edge Network. - Hongda Wu; Ping Wang 001; C. V. Aswartha Narayana (CoRR, 2023)

FedHSP: A Robust Federated Learning Framework Coherently Addressing Heterogeneity, Security, and Performance Challenges. - Divya G. Nair; C. V. Aswartha Narayana; K. Jaideep Reddy; Jyothisha J. Nair (IEEE Access, 2025)